{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "90914a75-7a0a-47e3-bc9a-adec6c2522ca",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "4ee27792-3963-47e2-bf2b-4e297e3a066c",
   "metadata": {},
   "outputs": [],
   "source": [
    "target_rets = [0.01, 0.02, 0.04]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "a31fa481-b393-4a54-a4d5-4efac8f8a563",
   "metadata": {},
   "outputs": [],
   "source": [
    "dfs = [pd.read_csv(f'backtest_2020-01-29_2021-05-21_120_20_{target_ret}.csv', index_col=0, parse_dates=True) for target_ret in target_rets]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "cbe8ab0d-3d2f-4a14-a713-3a54a87d7aa9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "for df in dfs:\n",
    "    df.fillna(0.0).plot(legend=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "c741bba5-80db-4fb7-8502-d563d0994c7d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "for df in dfs:\n",
    "    df.sum(axis=1).plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "2da5c4f9-8b2d-4f84-b7e1-3a8698503eff",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['000239', '000727', '001717', '001213', '164403', '001300', '002224',\n",
       "       '003634', '162108', '510630', '000991', '001148', '002190', '000970',\n",
       "       '001635', '001724', '003426', '001951', '002862', '160620', '001866',\n",
       "       '002681', '166019', '501025', '502023', '001487', '001718', '002149'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "b0438f85-3922-4f06-a8b9-527c6440e284",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.8"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
